Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 12330 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 72 |
| Duplicate rows (%) | 0.6% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 144.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 3 |
| Dataset has 72 (0.6%) duplicate rows | Duplicates |
Administrative is highly overall correlated with Administrative_Duration | High correlation |
Administrative_Duration is highly overall correlated with Administrative | High correlation |
Informational is highly overall correlated with Informational_Duration | High correlation |
Informational_Duration is highly overall correlated with Informational | High correlation |
ProductRelated is highly overall correlated with ProductRelated_Duration and 1 other fields | High correlation |
ProductRelated_Duration is highly overall correlated with ProductRelated | High correlation |
BounceRates is highly overall correlated with ExitRates | High correlation |
ExitRates is highly overall correlated with ProductRelated and 1 other fields | High correlation |
VisitorType is highly imbalanced (59.9%) | Imbalance |
Administrative has 5768 (46.8%) zeros | Zeros |
Administrative_Duration has 5903 (47.9%) zeros | Zeros |
Informational has 9699 (78.7%) zeros | Zeros |
Informational_Duration has 9967 (80.8%) zeros | Zeros |
ProductRelated_Duration has 722 (5.9%) zeros | Zeros |
BounceRates has 5518 (44.8%) zeros | Zeros |
PageValues has 9600 (77.9%) zeros | Zeros |
SpecialDay has 11079 (89.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-17 08:49:25.976483 |
|---|---|
| Analysis finished | 2023-07-17 08:50:37.999628 |
| Duration | 1 minute and 12.02 seconds |
| Software version | ydata-profiling vv4.3.1 |
| Download configuration | config.json |
Administrative
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3151663 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 5768 |
| Zeros (%) | 46.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.3217841 |
|---|---|
| Coefficient of variation (CV) | 1.4347929 |
| Kurtosis | 4.7011462 |
| Mean | 2.3151663 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9603572 |
| Sum | 28546 |
| Variance | 11.03425 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 5768 | |
| 1 | 1354 | 11.0% |
| 2 | 1114 | 9.0% |
| 3 | 915 | 7.4% |
| 4 | 765 | 6.2% |
| 5 | 575 | 4.7% |
| 6 | 432 | 3.5% |
| 7 | 338 | 2.7% |
| 8 | 287 | 2.3% |
| 9 | 225 | 1.8% |
| Other values (17) | 557 | 4.5% |
| Value | Count | Frequency (%) |
| 0 | 5768 | |
| 1 | 1354 | 11.0% |
| 2 | 1114 | 9.0% |
| 3 | 915 | 7.4% |
| 4 | 765 | 6.2% |
| 5 | 575 | 4.7% |
| 6 | 432 | 3.5% |
| 7 | 338 | 2.7% |
| 8 | 287 | 2.3% |
| 9 | 225 | 1.8% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 24 | 4 | < 0.1% |
| 23 | 3 | < 0.1% |
| 22 | 4 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 2 | < 0.1% |
| 19 | 6 | < 0.1% |
| 18 | 12 | |
| 17 | 16 |
Administrative_Duration
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3335 |
|---|---|
| Distinct (%) | 27.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.818611 |
| Minimum | 0 |
|---|---|
| Maximum | 3398.75 |
| Zeros | 5903 |
| Zeros (%) | 47.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 7.5 |
| Q3 | 93.25625 |
| 95-th percentile | 348.26637 |
| Maximum | 3398.75 |
| Range | 3398.75 |
| Interquartile range (IQR) | 93.25625 |
Descriptive statistics
| Standard deviation | 176.77911 |
|---|---|
| Coefficient of variation (CV) | 2.1873564 |
| Kurtosis | 50.556739 |
| Mean | 80.818611 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 5.615719 |
| Sum | 996493.47 |
| Variance | 31250.853 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5903 | |
| 4 | 56 | 0.5% |
| 5 | 53 | 0.4% |
| 7 | 45 | 0.4% |
| 11 | 42 | 0.3% |
| 6 | 41 | 0.3% |
| 14 | 37 | 0.3% |
| 9 | 35 | 0.3% |
| 15 | 33 | 0.3% |
| 10 | 32 | 0.3% |
| Other values (3325) | 6053 |
| Value | Count | Frequency (%) |
| 0 | 5903 | |
| 1.333333333 | 1 | < 0.1% |
| 2 | 15 | 0.1% |
| 3 | 26 | 0.2% |
| 3.5 | 4 | < 0.1% |
| 4 | 56 | 0.5% |
| 4.333333333 | 1 | < 0.1% |
| 4.5 | 2 | < 0.1% |
| 4.75 | 1 | < 0.1% |
| 5 | 53 | 0.4% |
| Value | Count | Frequency (%) |
| 3398.75 | 1 | |
| 2720.5 | 1 | |
| 2657.318056 | 1 | |
| 2629.253968 | 1 | |
| 2407.42381 | 1 | |
| 2156.166667 | 1 | |
| 2137.112745 | 1 | |
| 2086.75 | 1 | |
| 2047.234848 | 1 | |
| 1951.279141 | 1 |
Informational
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50356853 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 9699 |
| Zeros (%) | 78.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2701564 |
|---|---|
| Coefficient of variation (CV) | 2.522311 |
| Kurtosis | 26.932266 |
| Mean | 0.50356853 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.0364638 |
| Sum | 6209 |
| Variance | 1.6132973 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 9699 | |
| 1 | 1041 | 8.4% |
| 2 | 728 | 5.9% |
| 3 | 380 | 3.1% |
| 4 | 222 | 1.8% |
| 5 | 99 | 0.8% |
| 6 | 78 | 0.6% |
| 7 | 36 | 0.3% |
| 9 | 15 | 0.1% |
| 8 | 14 | 0.1% |
| Other values (7) | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9699 | |
| 1 | 1041 | 8.4% |
| 2 | 728 | 5.9% |
| 3 | 380 | 3.1% |
| 4 | 222 | 1.8% |
| 5 | 99 | 0.8% |
| 6 | 78 | 0.6% |
| 7 | 36 | 0.3% |
| 8 | 14 | 0.1% |
| 9 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 24 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 5 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 7 | 0.1% |
| 9 | 15 | |
| 8 | 14 | 0.1% |
| 7 | 36 |
Informational_Duration
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1241 |
|---|---|
| Distinct (%) | 10.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.164066 |
| Minimum | 0 |
|---|---|
| Maximum | 2549.375 |
| Zeros | 9967 |
| Zeros (%) | 80.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 193.775 |
| Maximum | 2549.375 |
| Range | 2549.375 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 140.57594 |
|---|---|
| Coefficient of variation (CV) | 4.114731 |
| Kurtosis | 76.747994 |
| Mean | 34.164066 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.606278 |
| Sum | 421242.93 |
| Variance | 19761.594 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9967 | |
| 9 | 32 | 0.3% |
| 7 | 25 | 0.2% |
| 6 | 25 | 0.2% |
| 10 | 25 | 0.2% |
| 12 | 23 | 0.2% |
| 16 | 22 | 0.2% |
| 13 | 22 | 0.2% |
| 8 | 21 | 0.2% |
| 11 | 20 | 0.2% |
| Other values (1231) | 2148 | 17.4% |
| Value | Count | Frequency (%) |
| 0 | 9967 | |
| 1 | 3 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 2 | 11 | 0.1% |
| 2.5 | 1 | < 0.1% |
| 3 | 16 | 0.1% |
| 3.5 | 1 | < 0.1% |
| 4 | 17 | 0.1% |
| 5 | 18 | 0.1% |
| 5.5 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 2549.375 | 1 | |
| 2256.916667 | 1 | |
| 2252.033333 | 1 | |
| 2195.3 | 1 | |
| 2166.5 | 1 | |
| 2050.433333 | 1 | |
| 1949.166667 | 1 | |
| 1830.5 | 1 | |
| 1779.166667 | 1 | |
| 1778 | 1 |
ProductRelated
Real number (ℝ)
HIGH CORRELATION
| Distinct | 311 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.731468 |
| Minimum | 0 |
|---|---|
| Maximum | 705 |
| Zeros | 38 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 18 |
| Q3 | 38 |
| 95-th percentile | 109 |
| Maximum | 705 |
| Range | 705 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 44.475503 |
|---|---|
| Coefficient of variation (CV) | 1.4016214 |
| Kurtosis | 31.211707 |
| Mean | 31.731468 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 4.3415164 |
| Sum | 391249 |
| Variance | 1978.0704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 622 | 5.0% |
| 2 | 465 | 3.8% |
| 3 | 458 | 3.7% |
| 4 | 404 | 3.3% |
| 6 | 396 | 3.2% |
| 7 | 391 | 3.2% |
| 5 | 382 | 3.1% |
| 8 | 370 | 3.0% |
| 10 | 330 | 2.7% |
| 9 | 317 | 2.6% |
| Other values (301) | 8195 |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.3% |
| 1 | 622 | |
| 2 | 465 | |
| 3 | 458 | |
| 4 | 404 | |
| 5 | 382 | |
| 6 | 396 | |
| 7 | 391 | |
| 8 | 370 | |
| 9 | 317 |
| Value | Count | Frequency (%) |
| 705 | 1 | |
| 686 | 1 | |
| 584 | 1 | |
| 534 | 1 | |
| 518 | 1 | |
| 517 | 1 | |
| 501 | 1 | |
| 486 | 1 | |
| 470 | 1 | |
| 449 | 1 |
ProductRelated_Duration
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9210 |
|---|---|
| Distinct (%) | 74.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1166.9243 |
| Minimum | 0 |
|---|---|
| Maximum | 63973.522 |
| Zeros | 722 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 196.5 |
| median | 597.625 |
| Q3 | 1406.1821 |
| 95-th percentile | 4206.2117 |
| Maximum | 63973.522 |
| Range | 63973.522 |
| Interquartile range (IQR) | 1209.6821 |
Descriptive statistics
| Standard deviation | 1873.6506 |
|---|---|
| Coefficient of variation (CV) | 1.6056316 |
| Kurtosis | 147.95322 |
| Mean | 1166.9243 |
| Median Absolute Deviation (MAD) | 482.44048 |
| Skewness | 7.5395098 |
| Sum | 14388177 |
| Variance | 3510566.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 722 | 5.9% |
| 597.625 | 492 | 4.0% |
| 17 | 19 | 0.2% |
| 11 | 17 | 0.1% |
| 15 | 16 | 0.1% |
| 8 | 16 | 0.1% |
| 12 | 15 | 0.1% |
| 19 | 15 | 0.1% |
| 22 | 14 | 0.1% |
| 7 | 14 | 0.1% |
| Other values (9200) | 10990 |
| Value | Count | Frequency (%) |
| 0 | 722 | |
| 0.5 | 1 | < 0.1% |
| 1 | 2 | < 0.1% |
| 2.333333333 | 1 | < 0.1% |
| 2.666666667 | 1 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 9 | 0.1% |
| 5 | 12 | 0.1% |
| 5.333333333 | 1 | < 0.1% |
| 6 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 63973.52223 | 1 | |
| 43171.23338 | 1 | |
| 29970.46597 | 1 | |
| 27009.85943 | 1 | |
| 24844.1562 | 1 | |
| 23888.81 | 1 | |
| 23342.08205 | 1 | |
| 23050.10414 | 1 | |
| 21672.24425 | 1 | |
| 18504.12621 | 1 |
BounceRates
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1872 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02219138 |
| Minimum | 0 |
|---|---|
| Maximum | 0.2 |
| Zeros | 5518 |
| Zeros (%) | 44.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.0031124675 |
| Q3 | 0.016812558 |
| 95-th percentile | 0.2 |
| Maximum | 0.2 |
| Range | 0.2 |
| Interquartile range (IQR) | 0.016812558 |
Descriptive statistics
| Standard deviation | 0.048488322 |
|---|---|
| Coefficient of variation (CV) | 2.185007 |
| Kurtosis | 7.7231594 |
| Mean | 0.02219138 |
| Median Absolute Deviation (MAD) | 0.0031124675 |
| Skewness | 2.9478553 |
| Sum | 273.61972 |
| Variance | 0.0023511174 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5518 | |
| 0.2 | 700 | 5.7% |
| 0.066666667 | 134 | 1.1% |
| 0.028571429 | 115 | 0.9% |
| 0.05 | 113 | 0.9% |
| 0.033333333 | 101 | 0.8% |
| 0.025 | 100 | 0.8% |
| 0.016666667 | 99 | 0.8% |
| 0.1 | 98 | 0.8% |
| 0.04 | 96 | 0.8% |
| Other values (1862) | 5256 |
| Value | Count | Frequency (%) |
| 0 | 5518 | |
| 2.73 × 10-5 | 1 | < 0.1% |
| 3.35 × 10-5 | 1 | < 0.1% |
| 3.83 × 10-5 | 1 | < 0.1% |
| 3.94 × 10-5 | 1 | < 0.1% |
| 7.09 × 10-5 | 1 | < 0.1% |
| 7.27 × 10-5 | 1 | < 0.1% |
| 7.5 × 10-5 | 1 | < 0.1% |
| 8.01 × 10-5 | 1 | < 0.1% |
| 8.08 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.2 | 700 | |
| 0.183333333 | 1 | < 0.1% |
| 0.18 | 5 | < 0.1% |
| 0.176923077 | 1 | < 0.1% |
| 0.175 | 1 | < 0.1% |
| 0.166666667 | 4 | < 0.1% |
| 0.164285714 | 1 | < 0.1% |
| 0.164230769 | 1 | < 0.1% |
| 0.161904762 | 1 | < 0.1% |
| 0.16 | 3 | < 0.1% |
ExitRates
Real number (ℝ)
HIGH CORRELATION
| Distinct | 4746 |
|---|---|
| Distinct (%) | 38.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.042877478 |
| Minimum | 0 |
|---|---|
| Maximum | 0.2 |
| Zeros | 74 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0046371831 |
| Q1 | 0.014285714 |
| median | 0.025141026 |
| Q3 | 0.05 |
| 95-th percentile | 0.2 |
| Maximum | 0.2 |
| Range | 0.2 |
| Interquartile range (IQR) | 0.035714286 |
Descriptive statistics
| Standard deviation | 0.048393122 |
|---|---|
| Coefficient of variation (CV) | 1.1286373 |
| Kurtosis | 4.1082688 |
| Mean | 0.042877478 |
| Median Absolute Deviation (MAD) | 0.014029915 |
| Skewness | 2.1675868 |
| Sum | 528.67931 |
| Variance | 0.0023418943 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2 | 704 | 5.7% |
| 0.1 | 331 | 2.7% |
| 0.05 | 327 | 2.7% |
| 0.033333333 | 289 | 2.3% |
| 0.066666667 | 267 | 2.2% |
| 0.025 | 222 | 1.8% |
| 0.04 | 214 | 1.7% |
| 0.016666667 | 181 | 1.5% |
| 0.02 | 166 | 1.3% |
| 0.022222222 | 151 | 1.2% |
| Other values (4736) | 9478 |
| Value | Count | Frequency (%) |
| 0 | 74 | |
| 0.000175593 | 1 | < 0.1% |
| 0.000250438 | 1 | < 0.1% |
| 0.000262123 | 1 | < 0.1% |
| 0.000263158 | 1 | < 0.1% |
| 0.000292398 | 1 | < 0.1% |
| 0.000409836 | 1 | < 0.1% |
| 0.000446429 | 1 | < 0.1% |
| 0.000468384 | 1 | < 0.1% |
| 0.000480769 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.2 | 704 | |
| 0.192307692 | 1 | < 0.1% |
| 0.188888889 | 2 | < 0.1% |
| 0.186666667 | 4 | < 0.1% |
| 0.183333333 | 2 | < 0.1% |
| 0.181818182 | 1 | < 0.1% |
| 0.18034188 | 1 | < 0.1% |
| 0.18 | 3 | < 0.1% |
| 0.177777778 | 5 | < 0.1% |
| 0.175 | 6 | < 0.1% |
PageValues
Real number (ℝ)
ZEROS
| Distinct | 2704 |
|---|---|
| Distinct (%) | 21.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8892579 |
| Minimum | 0 |
|---|---|
| Maximum | 361.76374 |
| Zeros | 9600 |
| Zeros (%) | 77.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 38.160528 |
| Maximum | 361.76374 |
| Range | 361.76374 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 18.568437 |
|---|---|
| Coefficient of variation (CV) | 3.1529332 |
| Kurtosis | 65.635694 |
| Mean | 5.8892579 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.3829642 |
| Sum | 72614.549 |
| Variance | 344.78684 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9600 | |
| 53.988 | 6 | < 0.1% |
| 42.29306752 | 3 | < 0.1% |
| 59.988 | 2 | < 0.1% |
| 16.1585582 | 2 | < 0.1% |
| 44.89345937 | 2 | < 0.1% |
| 14.1273698 | 2 | < 0.1% |
| 34.03997536 | 2 | < 0.1% |
| 10.99901844 | 2 | < 0.1% |
| 58.9241766 | 2 | < 0.1% |
| Other values (2694) | 2707 | 22.0% |
| Value | Count | Frequency (%) |
| 0 | 9600 | |
| 0.038034542 | 1 | < 0.1% |
| 0.067049546 | 1 | < 0.1% |
| 0.093546949 | 1 | < 0.1% |
| 0.098621403 | 1 | < 0.1% |
| 0.120699914 | 1 | < 0.1% |
| 0.129676893 | 1 | < 0.1% |
| 0.131837013 | 1 | < 0.1% |
| 0.139200623 | 1 | < 0.1% |
| 0.150650498 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 361.7637419 | 1 | |
| 360.9533839 | 1 | |
| 287.9537928 | 1 | |
| 270.7846931 | 1 | |
| 261.4912857 | 1 | |
| 258.5498732 | 1 | |
| 255.5691579 | 1 | |
| 254.6071579 | 1 | |
| 246.7585902 | 1 | |
| 239.98 | 1 |
SpecialDay
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.061427413 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 11079 |
| Zeros (%) | 89.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.6 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.19891727 |
|---|---|
| Coefficient of variation (CV) | 3.2382492 |
| Kurtosis | 9.9136589 |
| Mean | 0.061427413 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.3026667 |
| Sum | 757.4 |
| Variance | 0.039568082 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 11079 | |
| 0.6 | 351 | 2.8% |
| 0.8 | 325 | 2.6% |
| 0.4 | 243 | 2.0% |
| 0.2 | 178 | 1.4% |
| 1 | 154 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 11079 | |
| 0.2 | 178 | 1.4% |
| 0.4 | 243 | 2.0% |
| 0.6 | 351 | 2.8% |
| 0.8 | 325 | 2.6% |
| 1 | 154 | 1.2% |
| Value | Count | Frequency (%) |
| 1 | 154 | 1.2% |
| 0.8 | 325 | 2.6% |
| 0.6 | 351 | 2.8% |
| 0.4 | 243 | 2.0% |
| 0.2 | 178 | 1.4% |
| 0 | 11079 |
Month
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6509327 |
| Minimum | 2 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 8 |
| Q3 | 11 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 10 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.3827128 |
|---|---|
| Coefficient of variation (CV) | 0.44213078 |
| Kurtosis | -1.6077617 |
| Mean | 7.6509327 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.055795757 |
| Sum | 94336 |
| Variance | 11.442746 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5 | 3348 | |
| 11 | 2980 | |
| 3 | 1897 | |
| 12 | 1713 | |
| 10 | 545 | 4.4% |
| 8 | 501 | 4.1% |
| 9 | 446 | 3.6% |
| 7 | 429 | 3.5% |
| 6 | 288 | 2.3% |
| 2 | 183 | 1.5% |
| Value | Count | Frequency (%) |
| 2 | 183 | 1.5% |
| 3 | 1897 | |
| 5 | 3348 | |
| 6 | 288 | 2.3% |
| 7 | 429 | 3.5% |
| 8 | 501 | 4.1% |
| 9 | 446 | 3.6% |
| 10 | 545 | 4.4% |
| 11 | 2980 | |
| 12 | 1713 |
| Value | Count | Frequency (%) |
| 12 | 1713 | |
| 11 | 2980 | |
| 10 | 545 | 4.4% |
| 9 | 446 | 3.6% |
| 8 | 501 | 4.1% |
| 7 | 429 | 3.5% |
| 6 | 288 | 2.3% |
| 5 | 3348 | |
| 3 | 1897 | |
| 2 | 183 | 1.5% |
OperatingSystems
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1240065 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.91132483 |
|---|---|
| Coefficient of variation (CV) | 0.42905934 |
| Kurtosis | 10.456843 |
| Mean | 2.1240065 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.066285 |
| Sum | 26189 |
| Variance | 0.83051294 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 2 | 6601 | |
| 1 | 2585 | 21.0% |
| 3 | 2555 | 20.7% |
| 4 | 478 | 3.9% |
| 8 | 79 | 0.6% |
| 6 | 19 | 0.2% |
| 7 | 7 | 0.1% |
| 5 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2585 | 21.0% |
| 2 | 6601 | |
| 3 | 2555 | 20.7% |
| 4 | 478 | 3.9% |
| 5 | 6 | < 0.1% |
| 6 | 19 | 0.2% |
| 7 | 7 | 0.1% |
| 8 | 79 | 0.6% |
| Value | Count | Frequency (%) |
| 8 | 79 | 0.6% |
| 7 | 7 | 0.1% |
| 6 | 19 | 0.2% |
| 5 | 6 | < 0.1% |
| 4 | 478 | 3.9% |
| 3 | 2555 | 20.7% |
| 2 | 6601 | |
| 1 | 2585 | 21.0% |
Browser
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3570965 |
| Minimum | 1 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.7172767 |
|---|---|
| Coefficient of variation (CV) | 0.72855594 |
| Kurtosis | 12.746733 |
| Mean | 2.3570965 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.2423496 |
| Sum | 29063 |
| Variance | 2.9490392 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 2 | 7961 | |
| 1 | 2462 | 20.0% |
| 4 | 736 | 6.0% |
| 5 | 467 | 3.8% |
| 6 | 174 | 1.4% |
| 10 | 163 | 1.3% |
| 8 | 135 | 1.1% |
| 3 | 105 | 0.9% |
| 13 | 61 | 0.5% |
| 7 | 49 | 0.4% |
| Other values (3) | 17 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2462 | 20.0% |
| 2 | 7961 | |
| 3 | 105 | 0.9% |
| 4 | 736 | 6.0% |
| 5 | 467 | 3.8% |
| 6 | 174 | 1.4% |
| 7 | 49 | 0.4% |
| 8 | 135 | 1.1% |
| 9 | 1 | < 0.1% |
| 10 | 163 | 1.3% |
| Value | Count | Frequency (%) |
| 13 | 61 | 0.5% |
| 12 | 10 | 0.1% |
| 11 | 6 | < 0.1% |
| 10 | 163 | 1.3% |
| 9 | 1 | < 0.1% |
| 8 | 135 | 1.1% |
| 7 | 49 | 0.4% |
| 6 | 174 | 1.4% |
| 5 | 467 | |
| 4 | 736 |
Region
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1473642 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4015912 |
|---|---|
| Coefficient of variation (CV) | 0.76304842 |
| Kurtosis | -0.1486803 |
| Mean | 3.1473642 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.98354916 |
| Sum | 38807 |
| Variance | 5.7676405 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 4780 | |
| 3 | 2403 | |
| 4 | 1182 | 9.6% |
| 2 | 1136 | 9.2% |
| 6 | 805 | 6.5% |
| 7 | 761 | 6.2% |
| 9 | 511 | 4.1% |
| 8 | 434 | 3.5% |
| 5 | 318 | 2.6% |
| Value | Count | Frequency (%) |
| 1 | 4780 | |
| 2 | 1136 | 9.2% |
| 3 | 2403 | |
| 4 | 1182 | 9.6% |
| 5 | 318 | 2.6% |
| 6 | 805 | 6.5% |
| 7 | 761 | 6.2% |
| 8 | 434 | 3.5% |
| 9 | 511 | 4.1% |
| Value | Count | Frequency (%) |
| 9 | 511 | 4.1% |
| 8 | 434 | 3.5% |
| 7 | 761 | 6.2% |
| 6 | 805 | 6.5% |
| 5 | 318 | 2.6% |
| 4 | 1182 | 9.6% |
| 3 | 2403 | |
| 2 | 1136 | 9.2% |
| 1 | 4780 |
TrafficType
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0695864 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 96.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 13 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 4.0251692 |
|---|---|
| Coefficient of variation (CV) | 0.98908557 |
| Kurtosis | 3.4797106 |
| Mean | 4.0695864 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9629867 |
| Sum | 50178 |
| Variance | 16.201987 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 2 | 3913 | |
| 1 | 2451 | |
| 3 | 2052 | |
| 4 | 1069 | 8.7% |
| 13 | 738 | 6.0% |
| 10 | 450 | 3.6% |
| 6 | 444 | 3.6% |
| 8 | 343 | 2.8% |
| 5 | 260 | 2.1% |
| 11 | 247 | 2.0% |
| Other values (10) | 363 | 2.9% |
| Value | Count | Frequency (%) |
| 1 | 2451 | |
| 2 | 3913 | |
| 3 | 2052 | |
| 4 | 1069 | 8.7% |
| 5 | 260 | 2.1% |
| 6 | 444 | 3.6% |
| 7 | 40 | 0.3% |
| 8 | 343 | 2.8% |
| 9 | 42 | 0.3% |
| 10 | 450 | 3.6% |
| Value | Count | Frequency (%) |
| 20 | 198 | 1.6% |
| 19 | 17 | 0.1% |
| 18 | 10 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 3 | < 0.1% |
| 15 | 38 | 0.3% |
| 14 | 13 | 0.1% |
| 13 | 738 | |
| 12 | 1 | < 0.1% |
| 11 | 247 | 2.0% |
VisitorType
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.5 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 85 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12330 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 10551 | |
| 2 | 1694 | 13.7% |
| 3 | 85 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 10551 | |
| 2 | 1694 | 13.7% |
| 3 | 85 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 10551 | |
| 2 | 1694 | 13.7% |
| 3 | 85 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12330 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 10551 | |
| 2 | 1694 | 13.7% |
| 3 | 85 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12330 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 10551 | |
| 2 | 1694 | 13.7% |
| 3 | 85 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12330 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 10551 | |
| 2 | 1694 | 13.7% |
| 3 | 85 | 0.7% |
Weekend
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12330 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9462 | |
| 1 | 2868 | 23.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 9462 | |
| 1 | 2868 | 23.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9462 | |
| 1 | 2868 | 23.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12330 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9462 | |
| 1 | 2868 | 23.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12330 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9462 | |
| 1 | 2868 | 23.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12330 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9462 | |
| 1 | 2868 | 23.3% |
Revenue
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 96.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12330 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10422 | |
| 1 | 1908 | 15.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 10422 | |
| 1 | 1908 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10422 | |
| 1 | 1908 | 15.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12330 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 10422 | |
| 1 | 1908 | 15.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12330 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 10422 | |
| 1 | 1908 | 15.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12330 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 10422 | |
| 1 | 1908 | 15.5% |
| Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Administrative | 1.000 | 0.941 | 0.369 | 0.360 | 0.460 | 0.410 | -0.155 | -0.432 | 0.328 | -0.125 | 0.081 | -0.005 | -0.012 | 0.009 | -0.012 | 0.086 | 0.028 | 0.131 |
| Administrative_Duration | 0.941 | 1.000 | 0.357 | 0.349 | 0.430 | 0.402 | -0.164 | -0.436 | 0.317 | -0.132 | 0.081 | -0.007 | -0.023 | 0.019 | -0.015 | 0.007 | 0.000 | 0.064 |
| Informational | 0.369 | 0.357 | 1.000 | 0.941 | 0.369 | 0.357 | 0.006 | -0.185 | 0.219 | -0.054 | 0.059 | 0.000 | -0.020 | -0.023 | -0.029 | 0.028 | 0.011 | 0.078 |
| Informational_Duration | 0.360 | 0.349 | 0.941 | 1.000 | 0.358 | 0.348 | -0.003 | -0.198 | 0.222 | -0.055 | 0.051 | 0.003 | -0.013 | -0.015 | -0.024 | 0.007 | 0.000 | 0.067 |
| ProductRelated | 0.460 | 0.430 | 0.369 | 0.358 | 1.000 | 0.862 | -0.052 | -0.516 | 0.342 | -0.022 | 0.140 | 0.021 | 0.044 | -0.021 | -0.070 | 0.079 | 0.000 | 0.127 |
| ProductRelated_Duration | 0.410 | 0.402 | 0.357 | 0.348 | 0.862 | 1.000 | -0.073 | -0.460 | 0.352 | -0.049 | 0.130 | 0.023 | 0.046 | -0.010 | -0.074 | 0.034 | 0.004 | 0.071 |
| BounceRates | -0.155 | -0.164 | 0.006 | -0.003 | -0.052 | -0.073 | 1.000 | 0.599 | -0.124 | 0.135 | -0.005 | 0.053 | -0.047 | -0.018 | 0.016 | 0.123 | 0.050 | 0.170 |
| ExitRates | -0.432 | -0.436 | -0.185 | -0.198 | -0.516 | -0.460 | 0.599 | 1.000 | -0.306 | 0.150 | -0.064 | 0.023 | -0.015 | -0.005 | 0.021 | 0.182 | 0.065 | 0.243 |
| PageValues | 0.328 | 0.317 | 0.219 | 0.222 | 0.342 | 0.352 | -0.124 | -0.306 | 1.000 | -0.070 | 0.061 | -0.012 | 0.026 | 0.001 | -0.018 | 0.110 | 0.031 | 0.413 |
| SpecialDay | -0.125 | -0.132 | -0.054 | -0.055 | -0.022 | -0.049 | 0.135 | 0.150 | -0.070 | 1.000 | -0.252 | 0.023 | 0.021 | -0.015 | 0.110 | 0.064 | 0.259 | 0.086 |
| Month | 0.081 | 0.081 | 0.059 | 0.051 | 0.140 | 0.130 | -0.005 | -0.064 | 0.061 | -0.252 | 1.000 | 0.005 | -0.022 | 0.018 | -0.018 | 0.135 | 0.053 | 0.172 |
| OperatingSystems | -0.005 | -0.007 | 0.000 | 0.003 | 0.021 | 0.023 | 0.053 | 0.023 | -0.012 | 0.023 | 0.005 | 1.000 | 0.375 | 0.027 | 0.080 | 0.465 | 0.118 | 0.074 |
| Browser | -0.012 | -0.023 | -0.020 | -0.013 | 0.044 | 0.046 | -0.047 | -0.015 | 0.026 | 0.021 | -0.022 | 0.375 | 1.000 | 0.055 | 0.000 | 0.472 | 0.059 | 0.038 |
| Region | 0.009 | 0.019 | -0.023 | -0.015 | -0.021 | -0.010 | -0.018 | -0.005 | 0.001 | -0.015 | 0.018 | 0.027 | 0.055 | 1.000 | -0.004 | 0.180 | 0.017 | 0.010 |
| TrafficType | -0.012 | -0.015 | -0.029 | -0.024 | -0.070 | -0.074 | 0.016 | 0.021 | -0.018 | 0.110 | -0.018 | 0.080 | 0.000 | -0.004 | 1.000 | 0.316 | 0.092 | 0.121 |
| VisitorType | 0.086 | 0.007 | 0.028 | 0.007 | 0.079 | 0.034 | 0.123 | 0.182 | 0.110 | 0.064 | 0.135 | 0.465 | 0.472 | 0.180 | 0.316 | 1.000 | 0.054 | 0.104 |
| Weekend | 0.028 | 0.000 | 0.011 | 0.000 | 0.000 | 0.004 | 0.050 | 0.065 | 0.031 | 0.259 | 0.053 | 0.118 | 0.059 | 0.017 | 0.092 | 0.054 | 1.000 | 0.028 |
| Revenue | 0.131 | 0.064 | 0.078 | 0.067 | 0.127 | 0.071 | 0.170 | 0.243 | 0.413 | 0.086 | 0.172 | 0.074 | 0.038 | 0.010 | 0.121 | 0.104 | 0.028 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.0 | 0 | 0.0 | 1 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | 2 | 1 | 1 | 1 | 1 | 1 | 0 | 0 |
| 1 | 0 | 0.0 | 0 | 0.0 | 2 | 64.000000 | 0.000000 | 0.100000 | 0.0 | 0.0 | 2 | 2 | 2 | 1 | 2 | 1 | 0 | 0 |
| 2 | 0 | 0.0 | 0 | 0.0 | 1 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | 2 | 4 | 1 | 9 | 3 | 1 | 0 | 0 |
| 3 | 0 | 0.0 | 0 | 0.0 | 2 | 2.666667 | 0.050000 | 0.140000 | 0.0 | 0.0 | 2 | 3 | 2 | 2 | 4 | 1 | 0 | 0 |
| 4 | 0 | 0.0 | 0 | 0.0 | 10 | 627.500000 | 0.020000 | 0.050000 | 0.0 | 0.0 | 2 | 3 | 3 | 1 | 4 | 1 | 1 | 0 |
| 5 | 0 | 0.0 | 0 | 0.0 | 19 | 154.216667 | 0.015789 | 0.024561 | 0.0 | 0.0 | 2 | 2 | 2 | 1 | 3 | 1 | 0 | 0 |
| 6 | 0 | 0.0 | 0 | 0.0 | 1 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.4 | 2 | 2 | 4 | 3 | 3 | 1 | 0 | 0 |
| 7 | 1 | 0.0 | 0 | 0.0 | 0 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | 2 | 1 | 2 | 1 | 5 | 1 | 1 | 0 |
| 8 | 0 | 0.0 | 0 | 0.0 | 2 | 37.000000 | 0.000000 | 0.025141 | 0.0 | 0.8 | 2 | 2 | 2 | 2 | 3 | 1 | 0 | 0 |
| 9 | 0 | 0.0 | 0 | 0.0 | 3 | 738.000000 | 0.000000 | 0.022222 | 0.0 | 0.4 | 2 | 2 | 4 | 1 | 2 | 1 | 0 | 0 |
| Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12320 | 0 | 0.00 | 0 | 0.0 | 8 | 143.583333 | 0.014286 | 0.050000 | 0.000000 | 0.0 | 11 | 2 | 2 | 3 | 1 | 1 | 0 | 0 |
| 12321 | 0 | 0.00 | 0 | 0.0 | 6 | 0.000000 | 0.200000 | 0.200000 | 0.000000 | 0.0 | 11 | 1 | 8 | 4 | 1 | 1 | 0 | 0 |
| 12322 | 6 | 76.25 | 0 | 0.0 | 22 | 1075.250000 | 0.000000 | 0.004167 | 0.000000 | 0.0 | 12 | 2 | 2 | 4 | 2 | 1 | 0 | 0 |
| 12323 | 2 | 64.75 | 0 | 0.0 | 44 | 1157.976190 | 0.000000 | 0.013953 | 0.000000 | 0.0 | 11 | 2 | 2 | 1 | 10 | 1 | 0 | 0 |
| 12324 | 0 | 0.00 | 1 | 0.0 | 16 | 503.000000 | 0.000000 | 0.037647 | 0.000000 | 0.0 | 11 | 2 | 2 | 1 | 1 | 1 | 0 | 0 |
| 12325 | 3 | 145.00 | 0 | 0.0 | 53 | 1783.791667 | 0.007143 | 0.029031 | 12.241717 | 0.0 | 12 | 4 | 6 | 1 | 1 | 1 | 1 | 0 |
| 12326 | 0 | 0.00 | 0 | 0.0 | 5 | 465.750000 | 0.000000 | 0.021333 | 0.000000 | 0.0 | 11 | 3 | 2 | 1 | 8 | 1 | 1 | 0 |
| 12327 | 0 | 0.00 | 0 | 0.0 | 6 | 184.250000 | 0.083333 | 0.086667 | 0.000000 | 0.0 | 11 | 3 | 2 | 1 | 13 | 1 | 1 | 0 |
| 12328 | 4 | 75.00 | 0 | 0.0 | 15 | 346.000000 | 0.000000 | 0.021053 | 0.000000 | 0.0 | 11 | 2 | 2 | 3 | 11 | 1 | 0 | 0 |
| 12329 | 0 | 0.00 | 0 | 0.0 | 3 | 21.250000 | 0.000000 | 0.066667 | 0.000000 | 0.0 | 11 | 3 | 2 | 1 | 2 | 2 | 1 | 0 |
Most frequently occurring
| Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 3 | 2 | 2 | 1 | 1 | 1 | 0 | 0 | 11 |
| 25 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 5 | 2 | 2 | 1 | 3 | 1 | 0 | 0 | 7 |
| 17 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 3 | 3 | 2 | 3 | 1 | 1 | 0 | 0 | 6 |
| 19 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 5 | 1 | 1 | 1 | 3 | 1 | 0 | 0 | 5 |
| 64 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 12 | 8 | 13 | 9 | 20 | 3 | 0 | 0 | 5 |
| 16 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 3 | 3 | 2 | 1 | 1 | 1 | 0 | 0 | 4 |
| 43 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 11 | 2 | 2 | 1 | 1 | 1 | 0 | 0 | 4 |
| 1 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 2 | 3 | 2 | 3 | 3 | 1 | 0 | 0 | 3 |
| 5 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 3 | 1 | 1 | 3 | 3 | 1 | 0 | 0 | 3 |
| 7 | 0 | 0.0 | 0 | 0.0 | 1 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | 3 | 1 | 1 | 8 | 1 | 1 | 0 | 0 | 3 |